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Mechanical properties of LDPE and PS polymer matrix composites reinforced with GNP and CF — A critical review 用 GNP 和 CF 增强的低密度聚乙烯和聚苯乙烯聚合物基复合材料的力学性能 - 综述
Q1 Engineering Pub Date : 2024-03-20 DOI: 10.1016/j.ijlmm.2024.03.005
Bilal Gayretli , Rajinth Shanthar , Tahsin Tecelli Öpöz , Chamil Abeykoon

There is always a vital need for more robust, affordable, and multifunctional materials to satisfy the demands of industrial consumers. Therefore, polymer matrix composites (dual and hybrid matrix) have become popular with multiple fillers to meet these needs. Graphene nano-platelet (GNP) and Carbon fibre (CF) are popular among those fillers due to their superior properties, such as good mechanical, thermal, and electrical properties. Low density polyethylene (LDPE), Polystyrene (PS), GNP, and CF are popular and heavily used in the packaging, automotive, and aerospace industries. However, it would be good to look at how these areas have evolved over the last few decades. Hence, this review focuses on a comparison of LDPE and PS as a matrix and GNP and CF as a filler, considering the content that determines the overall performance of blends and composites. The literature was screened for the last few decades. The blends and/or composites produced by a twin-screw extruder were included. A total of 1628 relevant papers were retrieved from all databases. Based on the review, it was deduced that more research should be needed in areas such as the aerospace industry to identify optimum content. Most of the analysis showed that factors such as filler surface area, dispersion, and content affect overall blends and composites' performance in terms of mechanical properties, especially elastic modulus and tensile strength, and other properties. Based on the review, it was realised that using 20 and 30 wt%, 2 and 30 wt%, 2 and 4 wt%, and 20 and 30 wt% filler was the most common combination giving the optimum content for LDPE, PS, GNP, and CF, respectively. EMS and TSH changes of the composites were calculated according to their optimum content. Overall, LDPE and PS are good in packaging areas, but their mechanical properties still need to be improved for use in industries such as automotive, aerospace etc. Due to the advantages of GNP and CF, they are used in different applications, such as electrical devices, medical tools, and automobile vehicles. However, these properties are affected easily by interfacial adhesion, dispersion, and aggregation. Many researchers have searched these parameters and analysed how to prevent the negative effects of these parameters. In conclusion, this review will be helpful for researchers and industrial people to be aware of the state-of-the-art of carbon-based composites and the evolution of LDPE, PS, GNP, and CF.

为了满足工业消费者的需求,人们总是迫切需要更加坚固耐用、经济实惠的多功能材料。因此,聚合物基复合材料(双基体和混合基体)开始流行使用多种填料来满足这些需求。石墨烯纳米板(GNP)和碳纤维(CF)因其卓越的性能,如良好的机械、热和电性能,在这些填料中颇受欢迎。低密度聚乙烯 (LDPE)、聚苯乙烯 (PS)、GNP 和 CF 在包装、汽车和航空航天工业中得到广泛应用。不过,我们最好还是看看这些领域在过去几十年中是如何发展的。因此,本综述重点比较了作为基体的 LDPE 和 PS 与作为填料的 GNP 和 CF,并考虑了决定共混物和复合材料整体性能的含量。对过去几十年的文献进行了筛选。其中包括用双螺杆挤出机生产的共混物和/或复合材料。从所有数据库中共检索到 1628 篇相关论文。根据综述推断,应在航空航天工业等领域开展更多研究,以确定最佳含量。大部分分析表明,填料表面积、分散度和含量等因素会影响混合物和复合材料在机械性能(尤其是弹性模量和拉伸强度)和其他性能方面的整体表现。综上所述,使用 20 和 30 wt%、2 和 30 wt%、2 和 4 wt% 以及 20 和 30 wt% 的填料是最常见的组合,它们分别给出了 LDPE、PS、GNP 和 CF 的最佳含量。根据最佳含量计算了复合材料的 EMS 和 TSH 变化。总体而言,低密度聚乙烯和聚苯乙烯在包装领域具有良好的应用前景,但在汽车、航空航天等行业的应用中,它们的机械性能仍有待提高。由于 GNP 和 CF 的优点,它们被应用于不同的领域,如电气设备、医疗工具和汽车。然而,这些特性很容易受到界面粘附、分散和聚集的影响。许多研究人员对这些参数进行了研究,并分析了如何防止这些参数的负面影响。总之,这篇综述将有助于研究人员和工业界人士了解碳基复合材料的最新发展以及 LDPE、PS、GNP 和 CF 的演变。
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引用次数: 0
Novel methods for optimizing CNC aluminum alloy machining parameters in polymer mold cavities 优化聚合物模腔中数控铝合金加工参数的新方法
Q1 Engineering Pub Date : 2024-03-19 DOI: 10.1016/j.ijlmm.2024.03.002
Ibrahim I. Ikhries , Ali F. Al-Shawabkeh

The examination of the machining of 7075-T6 aluminum alloy polymer mold cavities using Taguchi optimization and analysis of variance is presented in this paper. This study identified the best CNC milling cutting parameters and used a mathematical model to quantify the surface roughness of the machined cavities. The findings showed that while using a flat endmill, the spindle speed multiplied by feed rate contributed 28.01% to surface roughness, and when using a ball endmill, the squared depth of cut contributed 41.27%. Using both flat and ball endmills, the depth of the cut contributed 98.53% to the material removal rate. A refined second-order linear regression model was employed to forecast the endmill-machined surface roughness. The Warp Surf Portable tester measured values that were outside the error range of approximately 0.257% and 2.8%, respectively, for the expected values. Surface roughness has a 99.97% correlation coefficient in the regression model, indicating a very significant link. Additionally, the study improved the cutting parameters for a ball endmill, which were 3005 Rpm, 726.7 mm/min, and 0.43 mm, and for a flat endmill, these were spindle speed (2500 Rpm), feed rate (650 mm/min), and axial cut depth (0.5 mm). The outcomes demonstrated how well the techniques enhanced mold cavity machining and cost estimation using Ra and MRR data. Consequently, these results can be applied to future academic studies and industrial applications.

本文介绍了利用田口优化和方差分析对 7075-T6 铝合金聚合物模具型腔进行加工的研究。该研究确定了最佳数控铣削切削参数,并使用数学模型量化了加工型腔的表面粗糙度。研究结果表明,在使用扁平立铣刀时,主轴转速乘以进给率对表面粗糙度的贡献率为 28.01%,而在使用球头立铣刀时,切削深度的平方对表面粗糙度的贡献率为 41.27%。使用平头立铣刀和球头立铣刀时,切削深度对材料去除率的贡献率为 98.53%。采用精炼的二阶线性回归模型来预测立铣刀加工的表面粗糙度。Warp Surf 便携式测试仪测得的值分别超出了预期值约 0.257% 和 2.8% 的误差范围。在回归模型中,表面粗糙度的相关系数为 99.97%,表明两者之间存在非常显著的联系。此外,研究还改进了球头立铣刀的切削参数,即 3005 Rpm、726.7 mm/min 和 0.43 mm,以及平面立铣刀的切削参数,即主轴转速(2500 Rpm)、进给速度(650 mm/min)和轴向切削深度(0.5 mm)。结果表明,这些技术很好地提高了模具型腔加工的效率,并利用 Ra 和 MRR 数据进行了成本估算。因此,这些结果可应用于未来的学术研究和工业应用。
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引用次数: 0
Laser ultrasonic inspection of internal porosity defects in AlSi10Mg additive manufacturing components 激光超声波检测 AlSi10Mg 增材制造部件的内部孔隙缺陷
Q1 Engineering Pub Date : 2024-03-07 DOI: 10.1016/j.ijlmm.2024.03.001
Huan Xi , Xiao Wang , Zheng Wang , Yuanyi Zhang

Additive Manufacturing (AM) technology is recognized as a pivotal direction for future technological and industrial advancement. Nevertheless, inherent to the manufacturing process are defects such as pores, inclusions, lack of fusion, and layering, which pose significant threats to product quality and safety, thereby serving as significant obstacles to the widespread adoption of additive manufacturing technology. Consequently, in recent years, non-destructive testing techniques for additive manufacturing products have gained considerable attention in research.

This paper focuses on components manufactured using the Laser Metal Deposit (LMD) process with AlSi10Mg material. Through a combination of finite element simulations and experimental analysis, this study compares and analyzes the propagation of laser ultrasound within AM components. By examining the characteristics of shear wave reflection signals from internal defects in AM components, a defect quantification method based on a laser ultrasonic (LU) inspection system is proposed. The research findings indicate that this method is capable of detecting sub-millimeter-level internal defects within AM components. Extracting the shear wave reflection signals from defects, enables quantitative assessment of the location and depth of internal defects in AM components.

增材制造(AM)技术被认为是未来技术和工业进步的一个关键方向。然而,制造过程中固有的缺陷,如气孔、夹杂物、未熔合和分层等,对产品质量和安全构成重大威胁,从而成为增材制造技术广泛应用的重大障碍。因此,近年来,针对增材制造产品的无损检测技术在研究中获得了极大的关注。本文重点关注使用激光金属沉积(LMD)工艺制造的铝硅镁材料部件。通过结合有限元模拟和实验分析,本研究对激光超声波在增材制造部件内的传播进行了比较和分析。通过研究来自 AM 组件内部缺陷的剪切波反射信号的特征,提出了一种基于激光超声(LU)检测系统的缺陷量化方法。研究结果表明,这种方法能够检测 AM 组件内部亚毫米级的缺陷。通过提取缺陷的剪切波反射信号,可以对 AM 组件内部缺陷的位置和深度进行定量评估。
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引用次数: 0
Erratum regarding updating Declaration of Competing Interest statements in previously published articles 关于更新以往发表文章中的竞争利益声明的勘误
Q1 Engineering Pub Date : 2024-03-04 DOI: 10.1016/j.ijlmm.2024.02.005
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引用次数: 0
Effects of process parameters on the mechanical properties and microstructure in ultrasonic vibration-assisted warm tensile deformation of AZ31 magnesium alloy 工艺参数对 AZ31 镁合金超声波振动辅助温拉伸变形机械性能和微观结构的影响
Q1 Engineering Pub Date : 2024-02-15 DOI: 10.1016/j.ijlmm.2024.02.004
Youchun Huang, Yue Zhang, Juan Liao

Magnesium (Mg) alloys are becoming popular in lightweight manufacturing due to their low density and high specific strength. However, insufficient slip systems result in poor plasticity of Mg alloys at room temperature. Therefore, an ultrasonic energy field combined with thermal field is introduced to assist the deformation of AZ31 Mg alloy to improve its plasticity. Firstly, ultrasonic vibration (UV)-assisted tensile tests at different temperatures (130–150 °C) are conducted to investigate the effect of UV on material behaviour and the activation of dynamic recrystallization (DRX). Then, the influences of UV on the mechanical properties and microstructure of the material at 150 °C are investigated by varying the parameters of ultrasound amplitude, strain rate, and vibration interval. The results reveal that applying UV can activate DRX at a relatively lower temperature compared with that without UV. Superimposing a certain amount of ultrasonic energy on this material at warm conditions reduces flow stress and increases elongation. In the intermittent ultrasonic vibration (IUV) tests, the DRX percentage and elongation first increase and then decrease as the vibration interval increases. The elongation of specimens with appropriate vibration intervals even exceeds that of specimens with continuous ultrasonic vibration (CUV). However, CUV is more effective than IUV in reducing ultimate tensile strength at different amplitudes or strain rates.

镁(Mg)合金由于密度低、比强度高,在轻质制造领域越来越受欢迎。然而,由于滑移系统不足,镁合金在室温下的塑性较差。因此,我们引入了超声波能量场与热场相结合的方法来辅助 AZ31 Mg 合金的变形,以提高其塑性。首先,在不同温度(130-150 °C)下进行超声波振动(UV)辅助拉伸试验,研究 UV 对材料行为和动态再结晶(DRX)激活的影响。然后,通过改变超声振幅、应变速率和振动间隔等参数,研究了紫外线在 150 ℃ 下对材料的机械性能和微观结构的影响。结果表明,与不使用紫外线的情况相比,使用紫外线可以在相对较低的温度下激活 DRX。在温暖条件下,在这种材料上叠加一定量的超声波能量可降低流动应力并增加伸长率。在间歇超声波振动(IUV)试验中,随着振动间隔的增加,DRX 百分比和伸长率先增加后减小。采用适当振动间隔的试样的伸长率甚至超过了采用连续超声振动(CUV)的试样。不过,在降低不同振幅或应变速率下的极限抗拉强度方面,CUV 比 IUV 更有效。
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引用次数: 0
Effect of tools rotational speed on the mechanical properties of one-step double-acting friction stir welded aluminum alloy AA 6061 hollow panel 工具转速对一步法双作用摩擦搅拌焊接铝合金 AA 6061 空心板机械性能的影响
Q1 Engineering Pub Date : 2024-02-06 DOI: 10.1016/j.ijlmm.2024.02.002
Mohammad Inggi Hilmawan , Ericha D.W. Syah Putri , Nurul Muhayat , Yupiter H.P. Manurung , Ilhamdi , Sulardjaka , Hendrato , Triyono

The utilization of Aluminum hollow panels enhances structural strength while simultaneously ensuring a lightweight and efficient use of materials. During their application, these panels necessitate a welding process that is susceptible to porosity due to the disparity in hydrogen gas solubility between liquid and solid aluminum. Solid-state welding techniques, such as Friction Stir Welding (FSW), have proven to be effective and appropriate solutions for overcoming this issue. However, due to the thickness of the hollow panels, FSW process is unfeasible as it requires welding on both sides, resulting in prolonged production times. Consequently, the development of a one-step double-acting FSW technique becomes necessary, involving the simultaneous utilization of two tools. The usage of two tools introduces two sources of friction-stir forces, heat, and axial forces, demanding an assessment of the novel response from the specimens. This research aims to analyze the effect of a specific parameter, namely the tool rotation speed, within the one-step double-acting FSW process on the physical and mechanical properties of the AA6061 hollow panels. The One-Step Double-Acting FSW process involved conducting variations in the tool rotation speed on both sides of the welds. Specifically, for the 4G weld position (underside of the workpiece with an overhead weld position), speeds of 1200, 1500, and 1800 rpm were employed. Meanwhile, a consistent rotation speed of 1500 rpm was maintained for the 1G weld position (overside of the material with a flat weld position). The transverse speed and tilt angle are set at 30 mm/min and 2°, respectively. Elevating the tool rotation speed results in increased hardness, load capacity, and bending strength of the weld joints. The specimen subjected to the highest rotational speed (1800 rpm) exhibits the most exceptional mechanical properties, including a hardness of 73.46 HVN, load capacity of 18.47 kN, and bending strength of 60.56 MPa.

铝制空心板的使用增强了结构强度,同时确保了材料的轻量化和高效利用。在应用过程中,由于液态铝和固态铝之间氢气溶解度的差异,这些板材的焊接工艺很容易产生气孔。事实证明,固态焊接技术,如搅拌摩擦焊(FSW),是克服这一问题的有效而适当的解决方案。然而,由于空心板的厚度,FSW 工艺并不可行,因为它需要两面焊接,导致生产时间延长。因此,有必要开发一种同时使用两种工具的一步双动 FSW 技术。使用两个工具会产生两个摩擦力源--搅拌力、热量和轴向力,这就要求对试样的新型响应进行评估。本研究旨在分析特定参数(即一步法双作用 FSW 工艺中的工具旋转速度)对 AA6061 空心板物理和机械性能的影响。一步双动式 FSW 工艺包括在焊缝两侧改变工具旋转速度。具体来说,在 4G 焊接位置(工件底部,焊接位置在上方),采用了 1200、1500 和 1800 rpm 的转速。同时,在 1G 焊缝位置(材料的上方,平焊位置),转速始终保持在 1500 rpm。横向速度和倾斜角度分别设定为 30 毫米/分钟和 2°。提高工具转速可提高焊点的硬度、承载能力和抗弯强度。采用最高转速(1800 rpm)的试样显示出最优异的机械性能,包括 73.46 HVN 的硬度、18.47 kN 的承载能力和 60.56 MPa 的弯曲强度。
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引用次数: 0
Development of Cf/C-UHTC composite and study of its resistance to oxidation and ablation in high-speed high-enthalpy air plasma flow 开发 Cf/C-UHTC 复合材料并研究其在高速高焓空气等离子体流中的抗氧化性和抗烧蚀性
Q1 Engineering Pub Date : 2024-02-06 DOI: 10.1016/j.ijlmm.2024.02.003
A.N. Astapov , V.A. Pogodin , I.V. Sukmanov , B.E. Zhestkov , M.V. Prokofiev

This article contains the results of research on the development of a Cf/C-UHTC carbon fabric composite based on a viscose precursor and a combined matrix consisting of partially sintered ceramics in a system consisting of HfC–HfB2–NbC–NbB2–TiC–TiB2–B4C–SiC, amorphous carbon, and pyrocarbon. The SiC fraction does not exceed 8.5–9.0 wt%. In its initial state, the composite has open porosity, with apparent and true densities of 18–22%, 2.25–2.29 g/cm3 and 2.79–2.91 g/cm3, respectively. The bending strength and the elasticity modulus are 27.8 ± 0.7 MPa and 7.8 ± 0.2 GPa, respectively, and the fracture strain is 0.85 ± 0.05%. The tests for resistance to oxidation and ablation were carried out in a gas dynamic flow regime and non-equilibrium air plasma heating at flow rates of 4.5–4.8 km/s and breaking enthalpy of 45–50 MJ/kg. Heating was performed in the temperature range Tw = 1400–2700 °C at the critical point on the front surface of the samples. The average linear ablation rate and mass loss rate of the composite are 6.3 ± 0.3 μm/s and 6.22 ± 0.44 mg/s. The estimated value of the conductivity factor is 0.280–0.285 W/(m K). The performance ability of the composite arises from the formation and evolution of a passivating heterogeneous oxide film consisting mainly of titanium niobate Ti2Nb10O29, mixed solutions of Hf1xTixO2, (Ti1xHfx)1yNbyOz and (Ti1xHfx)NbO4 with broad homogeneity ranges, and also encapsulated carbide and boride particles. It is shown that the oxidation resistance of the composite increases as a result of the transition through a number of phases into a liquid state as the working temperature increases.

本文介绍了一种 Cf/C-UHTC 碳纤维复合材料的研究成果,该复合材料基于粘胶前体和由 HfC-HfB2-NbC-NbB2-TiC-TiB2-B4C-SiC 体系中的部分烧结陶瓷、无定形碳和热碳组成的组合基体。其中 SiC 的含量不超过 8.5-9.0 wt%。在初始状态下,复合材料具有开放的孔隙率,表观密度和真实密度分别为 18-22%、2.25-2.29 g/cm3 和 2.79-2.91g/cm3。弯曲强度和弹性模量分别为 27.8 ± 0.7 MPa 和 7.8 ± 0.2 GPa,断裂应变为 0.85 ± 0.05%。抗氧化和抗烧蚀试验是在气体动态流动和非平衡空气等离子加热条件下进行的,流速为 4.5-4.8 千米/秒,断裂焓为 45-50 兆焦/千克。在样品前表面临界点的 Tw = 1400-2700 °C 温度范围内进行加热。复合材料的平均线性烧蚀率和质量损失率分别为 6.3 ± 0.3 μm/s 和 6.22 ± 0.44 mg/s。传导系数的估计值为 0.280-0.285 W/(m K)。复合材料的性能源于钝化异质氧化物膜的形成和演化,该膜主要由铌酸钛 Ti2Nb10O29、Hf1-xTixO2、(Ti1-xHfx)1-yNbyOz 和 (Ti1-xHfx)NbO4 的混合溶液(均匀度范围较广)以及包裹的碳化物和硼化物颗粒组成。研究表明,随着工作温度的升高,复合材料的抗氧化性会增加,这是因为复合材料会通过一些相转变为液态。
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引用次数: 0
Development and research of technology for obtaining and properties of welding wire from Al–Mg–Sc alloys using combined methods of thermal deformation treatment 利用热变形处理组合方法获得铝镁钪合金焊丝及其性能的技术开发与研究
Q1 Engineering Pub Date : 2024-02-05 DOI: 10.1016/j.ijlmm.2024.02.001
Sergey Borisovich Sidelnikov , Denis Sergeevich Voroshilov , Ekaterina Sergeevna Lopatina , Olga Viktorovna Yakivyuk , Igor Lazarevich Konstantinov , Yulbarskhon Nabievich Mansurov , Tamara Aleksandrovna Orelkina , Roman Ilsurovich Galiev , Vladimir Ivanovich Ber , Irina Nikolaevna Belokonova , Alexander Vasilyevich Durnopyanov

The results of studies technological processes for obtaining welding wire from alloys of the Al–Mg system with a scandium content of 0.12 (alloy 1580) and 0.25 wt % (alloy 01570) presented. A feature of the technology is the production of a billet for further cold deformation by an energy-efficient method of ingotless rolling-extrusion (IRE). It was found that hot-extruded rods from the investigated alloys obtained by the IRE method have the required level of plastic and strength properties necessary for further cold deformation up to 80%. Thermomechanical processing of hot-extruded rods manufactured by IRE have been developed and experimentally tested, which made it possible to obtain a billet with a square side of 5 × 5 mm by sectional rolling and wire with a diameter of 3 mm by drawing. Studies of the structure and mechanical properties of deformed semi-finished products have shown that the developed modes make it possible to obtain a welding wire from the investigated alloys that meets the requirements of current standards. Studies of the operational properties of the obtained welding wire were carried out. It was found that alloy 1580 with a minimum content of scandium (0.12 wt %) is not inferior to alloy 01570 in terms of corrosion resistance and weld quality. Developed technology for the production of welding wire from alloys of the Al–Mg system with different scandium content can be recommended for industrial use. It is advisable to implement alloy 1580, which has a lower cost compared to alloy 01570.

介绍了从钪含量为 0.12(合金 1580)和 0.25 wt %(合金 01570)的铝镁系合金中获取焊丝的技术工艺研究成果。该技术的一个特点是通过无锭轧制-挤压(IRE)的节能方法生产用于进一步冷变形的坯料。研究发现,通过 IRE 方法获得的热挤压棒材具有进一步冷变形所需的塑性和强度性能水平,最高可达 80%。开发并实验测试了 IRE 热挤压棒材的热机械加工工艺,通过分段轧制获得了边长为 5 × 5 毫米的方坯,通过拉拔获得了直径为 3 毫米的线材。对变形半成品的结构和机械性能的研究表明,所开发的模式可以从所研究的合金中获得符合现行标准要求的焊丝。对所获得焊丝的工作特性进行了研究。研究发现,钪含量最低(0.12 wt %)的合金 1580 在耐腐蚀性和焊接质量方面并不比合金 01570 差。利用不同钪含量的铝镁系合金生产焊丝的研发技术可推荐用于工业用途。建议使用成本低于 01570 的合金 1580。
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引用次数: 0
Effect of Tools Rotational Speed on the Mechanical Properties of One-Step Double-Acting Friction Stir Welded Aluminum Alloy AA 6061 Hollow Panel 工具转速对一步法双作用摩擦搅拌焊接铝合金 AA 6061 空心板机械性能的影响
Q1 Engineering Pub Date : 2024-02-01 DOI: 10.1016/j.ijlmm.2024.02.002
Mohammad Inggi Hilmawan, Ericha D.W. Syahputri, N. Muhayat, Yupiter Harangan Prasada Manurung, Ilhamdi, Sulardjaka, Hendrato, Triyono
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引用次数: 0
An innovative multi-objective optimization approach for compact concrete-filled steel tubular (CFST) column design utilizing lightweight high-strength concrete 利用轻质高强度混凝土进行紧凑型混凝土填充钢管 (CFST) 柱设计的创新多目标优化方法
Q1 Engineering Pub Date : 2024-02-01 DOI: 10.1016/j.ijlmm.2024.01.004
Iman Faridmehr , Moncef L. Nehdi , Ali Farokhi Nejad , Mohammad Ali Sahraei , Hesam Kamyab , Kiyanets Aleksandr Valerievich

Incorporating sustainability into Concrete-Filled Steel Tubular (CFST) columns' optimization can enhance efficiency and sustainability in construction. Discrepancies in international standards for ultimate load capacity computation in compact CFST columns under eccentric loading, particularly with lightweight high-strength concrete, pose challenges. This research compile a dataset of compact CFST columns, evaluating design codes (AISC 360-16, Eurocode 4) against experimental results. Besides, a comprehensive finite-element model predicts compact CFST column performance, investigating axial force-moment (P-M) interaction behavior with respect to the material strength ratio (fy/fc). In the second phase of the study, an ANN model, incorporating input parameters, estimates axial load capacity, facilitating multi-objective optimization for optimal CFST column geometry. The results confirmed that Eurocode 4 outperforms AISC 360-16 in experimental axial capacity predictions (Nuc/Nuc,theoretical) where, the mean and standard deviation for Eurocode 4 were estimated at 1.07 and 0.22, respectively, compared to 1.21 and 0.29 for AISC 360-16. Besides, statistical metrics confirm the precision of the ANN model, particularly with high-strength concrete, promising efficiency in future computational intelligence-based structural design platforms.

将可持续性融入混凝土填充钢管(CFST)柱的优化中,可以提高建筑的效率和可持续性。偏心荷载下紧凑型 CFST 柱的极限承载力计算国际标准存在差异,尤其是轻质高强度混凝土,这给研究带来了挑战。本研究汇编了紧凑型 CFST 柱的数据集,根据实验结果评估了设计规范(AISC 360-16、Eurocode 4)。此外,一个全面的有限元模型预测了紧凑型 CFST 柱的性能,研究了与材料强度比(fy/fc′)相关的轴力-力矩(P-M)相互作用行为。在研究的第二阶段,一个包含输入参数的 ANN 模型估算了轴向承载能力,从而促进了 CFST 柱最佳几何形状的多目标优化。结果证实,Eurocode 4 在实验轴向承载力预测(Nuc/Nuc,理论值)方面优于 AISC 360-16,Eurocode 4 的平均值和标准偏差分别为 1.07 和 0.22,而 AISC 360-16 的平均值和标准偏差分别为 1.21 和 0.29。此外,统计指标证实了 ANN 模型的精确性,尤其是在高强度混凝土方面,有望在未来基于计算智能的结构设计平台中发挥高效作用。
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International Journal of Lightweight Materials and Manufacture
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